pith. sign in
Pith Number

pith:MAHFXDKQ

pith:2026:MAHFXDKQNCDHJWPZVQV7VSBQSG
not attested not anchored not stored refs pending

Simulation-based inference for rapid Bayesian parameter estimation in epidemiological models: a comparison with MCMC

Alina Bazarova, Carolina J. Klett-Tammen, Henrik Zunker, Johann Fredrik Jadebeck, Katharina Noeh, Stefan Kesselheim, Torben Heinsohn, Wolfgang Wiechert

arxiv:2606.27286 v1 · 2026-06-25 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MAHFXDKQNCDHJWPZVQV7VSBQSG}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.
Receipt and verification
First computed 2026-06-26T01:16:17.616947Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

600e5b8d50688674d9f9ac2bfac83091b0b8c42ada98e0ad69a4e22a948b9c1d

Aliases

arxiv: 2606.27286 · arxiv_version: 2606.27286v1 · doi: 10.48550/arxiv.2606.27286 · pith_short_12: MAHFXDKQNCDH · pith_short_16: MAHFXDKQNCDHJWPZ · pith_short_8: MAHFXDKQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MAHFXDKQNCDHJWPZVQV7VSBQSG \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 600e5b8d50688674d9f9ac2bfac83091b0b8c42ada98e0ad69a4e22a948b9c1d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2c26cbbaf6a73e19d301aac8a54a94f2d98a9169f3dcc2877b5c40efc6b14d53",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-25T17:03:30Z",
    "title_canon_sha256": "0da4603b8a4496af5bd57e148b2ddc40adc3c2bb339a0505e73c9ff1241ccfb0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.27286",
    "kind": "arxiv",
    "version": 1
  }
}